In the final period of MOLTO, we have finalized the model for SPARQL generation and RDF facts verbalization. The D4.3A annex deliverable was published as a follow-up to the reviewers' recommendations and to summarize the progress of work in the field of grammar-ontology interoperability in the descendants of the KRI prototype.